https://lingoforge.net

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  "markdown": "---\n\n#1 AI English Prep Platform\n\n## Master  IELTS with\n\nAI-Powered Learning\n\nJoin thousands of students who achieved Band 7+ with AI-powered Writing Task 2 feedback, Speaking evaluation across all three parts, and full 2026 IELTS mock tests. Academic or General Training — we cover both.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n[Start Free Trial](https://lingoforge.net/auth/sign-up)[Watch Demo](https://lingoforge.net/#demo)\n\nA\n\nB\n\nC\n\nD\n\nE\n\nJoin 4,000+ students worldwide\n\n---\n\nPowered by AI\n\n## Everything you need toAce the IELTS\n\nOur comprehensive platform covers all four IELTS sections — Listening, Reading, Writing, and Speaking — with AI-powered feedback calibrated to official band score criteria for Academic and General Training.\n\n### Master All Four IELTS Sections\n\n4 sections: conversations and academic monologues with 40 questions total\n\n30 minutes\n\nAcademic: 3 long texts from journals and books. General: shorter practical texts\n\n60 minutes\n\nTask 1: data description or letter. Task 2: argumentative essay (250 words)\n\n60 minutes\n\n3 parts: introduction, long turn (cue card), two-way discussion with examiner\n\n11–14 minutes\n\n### Smart Vocabulary Training\n\nMaster 3,000+ IELTS Academic Word List words with AI-powered flashcards, in-context usage, and spaced repetition designed for band 7+ lexical range.\n\n### Authentic Listening Practice\n\nPractice with British, Australian, and North American accents across all four IELTS Listening sections — conversations, monologues, and academic talks.\n\n### AI Speaking Coach\n\nReceive instant feedback on fluency, pronunciation, lexical resource, and grammatical range — the same four criteria IELTS examiners use across all three Speaking parts.\n\n### Writing Task 2 AI Feedback\n\nSubmit your IELTS essay and get rubric-based scoring across Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy, plus a high-score rewrite.\n\n### Adaptive Learning Path\n\nOur AI diagnoses your current band level across all four sections and builds a personalised 2026 IELTS study plan that targets your specific weak areas week by week.\n\n### Band Score Analytics\n\nTrack your progress with section-by-section band score predictions, performance trends, and projected exam-day scores updated after every practice session.\n\n### Why LingoForge Works\n\nOur proven methodology combines the latest AI technology with official IELTS band score criteria to deliver band improvements that matter — from Band 6.0 to 7.5 in as little as 4 weeks.\n\n#### Personalized Learning\n\nAI diagnoses your current IELTS band level across all four sections and targets the specific criteria holding your score back.\n\n#### Faster Results\n\nStudents achieve an average IELTS band improvement of +1.0 in just 4 weeks of consistent practice with AI-guided feedback.\n\n#### Proven Success\n\n92% of our students reach their target IELTS band score, with many exceeding Band 7.0 and securing admission to top universities.\n\n---\n\nAI Grading Process\n\n## How AI Grading Works at LingoForge\n\nOur AI follows the same official IELTS band scale and criteria used by certified examiners. Here's what happens when you submit a practice response.\n\nStep\n\n1\n\n### Submit Your Response\n\nWrite your essay or record your speaking response just like in the real exam. Our platform supports both IELTS Academic and General Training formats.\n\nStep\n\n2\n\n### AI Evaluation\n\nOur AI evaluates your response against the four official IELTS criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy.\n\nStep\n\n3\n\n### Detailed Feedback\n\nReceive a band score for each criterion, inline corrections, vocabulary upgrades, and actionable suggestions — all aligned with the official IELTS rubric.\n\nLingoForge AI\n\n-   Official IELTS rubric, conservative scoring\n-   Instant feedback on every attempt\n-   Available 24/7 at a fraction of the cost\n-   Consistent standards across all submissions\n\nHuman Tutor\n\n-   Personalized coaching for specific weaknesses\n-   Nuanced feedback on style and tone\n-   Best for targeted guidance near test date\n-   Higher cost per session\n\n---\n\nLearning Resources\n\n## Expert guides toboost your band score\n\nIn-depth study strategies, practice techniques, and exam tips from our research team.\n\n[View all articles](https://lingoforge.net/en/blog)\n\n---\n\nStudent Success Stories\n\n## Join thousands who achievedtheir target IELTS band\n\nReal students, real band score improvements. See how LingoForge helped IELTS candidates from across Asia get into their dream universities.\n\n4,000+\n\nStudents Trained\n\n7.0+\n\nAverage Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Improvement\n\n> LingoForge's AI writing feedback was a game-changer. It showed me exactly how to improve my Task Achievement and Coherence scores. I went from Band 6.0 to 7.5 in just 6 weeks!\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nSC\n\nSarah Chen\n\nShanghai, China\n\nUniversity of Melbourne\n\nBand 7.5\n\nBand Score\n\n> The AI Speaking Coach gave me instant feedback on my fluency and pronunciation across all three Speaking parts. I finally felt confident with the cue card task. Highly recommend!\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nTY\n\nTakeshi Yamamoto\n\nTokyo, Japan\n\nUniversity of Toronto\n\nBand 7.0\n\nBand Score\n\n> The vocabulary system built my IELTS Academic Word List knowledge in 4 weeks. The spaced repetition really improved my Lexical Resource score from Band 5.5 to 7.0.\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nMK\n\nMin-jun Kim\n\nSeoul, Korea\n\nUniversity of Edinburgh\n\nBand 7.5\n\nBand Score\n\n> The Listening practice with multiple accents — British, Australian, American — perfectly matched the real IELTS difficulty. My Listening band went from 6.5 to 8.0.\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nPS\n\nPriya Sharma\n\nBangkok, Thailand\n\nUniversity of Sydney\n\nBand 7.0\n\nBand Score\n\n> The Writing Task 2 AI feedback showed me exactly where I lost marks on Coherence & Cohesion. I went from struggling with structure to finishing essays confidently with a Band 7.\n\n5.5\n\nBefore\n\n+1.5 bands\n\n7\n\nAfter\n\nDL\n\nDavid Liu\n\nHong Kong\n\nUCL London\n\nBand 7.0\n\nBand Score\n\n> The full mock tests felt exactly like the real 2026 IELTS exam. I was so well-prepared that exam day felt like just another practice session.\n\n6.5\n\nBefore\n\n+1.0 band\n\n7.5\n\nAfter\n\nAN\n\nAnna Nguyen\n\nHo Chi Minh City, Vietnam\n\nUniversity of Auckland\n\nBand 7.5\n\nBand Score\n\n### Ready to join them?\n\nStart your IELTS journey today with our free trial. No credit card required.\n\n---\n\nSimple, Transparent Pricing\n\n## Choose your path toIELTS success\n\nStart with our free IELTS vocabulary trainer, or unlock the full power of AI-driven band score improvement. No hidden fees, cancel anytime.\n\n### 1 Month\n\nQuick start program\n\n$29.99/1 month\n\nReal TOEFL & IELTS practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n100 AI credits\n\n[Start 1 Month Plan](https://lingoforge.net/auth/sign-up)\n\nCancel anytime • 7-day money-back guarantee\n\nMost Popular\n\n11% OFF\n\n### 3 Months\n\nComplete mastery program\n\n$79.99/3 months\n\nReal TOEFL & IELTS practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n500 AI credits\n\n[Start 3 Months Plan](https://lingoforge.net/auth/sign-up)\n\nCancel anytime • 7-day money-back guarantee\n\n26% OFF\n\n### 6 Months\n\nExtended preparation with best value\n\n$133.99/6 months\n\nReal TOEFL & IELTS practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n1500 AI credits\n\n[Start 6 Months Plan](https://lingoforge.net/auth/sign-up)\n\nCancel anytime • 7-day money-back guarantee\n\n---\n\nCommon IELTS Questions\n\n## Frequently AskedQuestions\n\nCommon questions about IELTS preparation, AI scoring, and band score improvement.\n\n## Ready to achieve yourTarget IELTS Band?\n\nJoin thousands of successful students who improved their IELTS band score from 6.0 to 7.5+ with LingoForge. Start your free trial today and experience AI-powered IELTS preparation.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Gain\n\n[Start Free Trial Now](https://lingoforge.net/auth/sign-up)\n\nNo credit card required\n\nSetup in under 2 minutes\n\nJoin 4,000+ IELTS students\n\nStart IELTS practice now\n\nLimited Time Offer\n\nGet 20% off your first month when you sign up this week. Plus, unlock exclusive bonus content worth $99.\n\nOffer expires in 3 days\n\nOfficial IELTS Criteria\n\nConservative Scoring\n\n4-Criteria Assessment\n\nInstant Feedback\n\n7-day money-back guarantee • Cancel anytime\n",
  "fullPageMarkdown": "LingoForge — AI IELTS Prep | Improve Your Band Score | LingoForge\n\n[![LingoForge](https://lingoforge.net/_next/image?url=%2Flogo.png&w=384&q=75&dpl=dpl_A2qxHvbi1UtZoTiDWgrwKe9h9MQc)LingoForge](https://lingoforge.net/)\n\nEnglish\n\nEnglish中文日本語한국어ไทยTiếng Việt\n\n---\n\n#1 AI English Prep Platform\n\n# Master  IELTS with\n\nAI-Powered LearningAI-Powered LearningMaster \"IELTS\", \"TOEFL\", \"SAT\", \"GMAT\", \"GRE\" with AI-Powered Learning\n\nJoin thousands of students who achieved Band 7+ with AI-powered Writing Task 2 feedback, Speaking evaluation across all three parts, and full 2026 IELTS mock tests. Academic or General Training — we cover both.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n[Start Free Trial](https://lingoforge.net/auth/sign-up)[Watch Demo](https://lingoforge.net/#demo)\n\nA\n\nB\n\nC\n\nD\n\nE\n\nJoin 4,000+ students worldwide\n\nWriting Task 2 Feedback\n\nBand 7.0 → 7.5 achieved\n\nSpeaking Mock Test\n\n1,247 sessions completed today\n\n---\n\nPowered by AI\n\n## Everything you need toAce the IELTS\n\nOur comprehensive platform covers all four IELTS sections — Listening, Reading, Writing, and Speaking — with AI-powered feedback calibrated to official band score criteria for Academic and General Training.\n\n### Master All Four IELTS Sections\n\n#### Listening\n\n4 sections: conversations and academic monologues with 40 questions total\n\n30 minutes\n\n#### Reading\n\nAcademic: 3 long texts from journals and books. General: shorter practical texts\n\n60 minutes\n\n#### Writing\n\nTask 1: data description or letter. Task 2: argumentative essay (250 words)\n\n60 minutes\n\n#### Speaking\n\n3 parts: introduction, long turn (cue card), two-way discussion with examiner\n\n11–14 minutes\n\n### Smart Vocabulary Training\n\nMaster 3,000+ IELTS Academic Word List words with AI-powered flashcards, in-context usage, and spaced repetition designed for band 7+ lexical range.\n\n### Authentic Listening Practice\n\nPractice with British, Australian, and North American accents across all four IELTS Listening sections — conversations, monologues, and academic talks.\n\n### AI Speaking Coach\n\nReceive instant feedback on fluency, pronunciation, lexical resource, and grammatical range — the same four criteria IELTS examiners use across all three Speaking parts.\n\n### Writing Task 2 AI Feedback\n\nSubmit your IELTS essay and get rubric-based scoring across Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy, plus a high-score rewrite.\n\n### Adaptive Learning Path\n\nOur AI diagnoses your current band level across all four sections and builds a personalised 2026 IELTS study plan that targets your specific weak areas week by week.\n\n### Band Score Analytics\n\nTrack your progress with section-by-section band score predictions, performance trends, and projected exam-day scores updated after every practice session.\n\n### Why LingoForge Works\n\nOur proven methodology combines the latest AI technology with official IELTS band score criteria to deliver band improvements that matter — from Band 6.0 to 7.5 in as little as 4 weeks.\n\n#### Personalized Learning\n\nAI diagnoses your current IELTS band level across all four sections and targets the specific criteria holding your score back.\n\n#### Faster Results\n\nStudents achieve an average IELTS band improvement of +1.0 in just 4 weeks of consistent practice with AI-guided feedback.\n\n#### Proven Success\n\n92% of our students reach their target IELTS band score, with many exceeding Band 7.0 and securing admission to top universities.\n\n---\n\nAI Grading Process\n\n## How AI Grading Works at LingoForge\n\nOur AI follows the same official IELTS band scale and criteria used by certified examiners. Here's what happens when you submit a practice response.\n\nStep 1\n\n### Submit Your Response\n\nWrite your essay or record your speaking response just like in the real exam. Our platform supports both IELTS Academic and General Training formats.\n\nStep 2\n\n### AI Evaluation\n\nOur AI evaluates your response against the four official IELTS criteria: Task Achievement, Coherence & Cohesion, Lexical Resource, and Grammatical Range & Accuracy.\n\nStep 3\n\n### Detailed Feedback\n\nReceive a band score for each criterion, inline corrections, vocabulary upgrades, and actionable suggestions — all aligned with the official IELTS rubric.\n\nLingoForge AI\n\n-   Official IELTS rubric, conservative scoring\n-   Instant feedback on every attempt\n-   Available 24/7 at a fraction of the cost\n-   Consistent standards across all submissions\n\nHuman Tutor\n\n-   Personalized coaching for specific weaknesses\n-   Nuanced feedback on style and tone\n-   Best for targeted guidance near test date\n-   Higher cost per session\n\n---\n\nLearning Resources\n\n## Expert guides toboost your band score\n\nIn-depth study strategies, practice techniques, and exam tips from our research team.\n\n[\n\n![How to Improve IELTS Reading Speed Using Cambridge Practice Tests](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fhow-to-improve-ielts-reading-speed-using-cambridge-practice-tests.png&w=3840&q=75)\n\nreading### How to Improve IELTS Reading Speed Using Cambridge Practice Tests\n\nBoost your IELTS reading speed by up to 20% in 4 weeks using Cambridge practice tests. LingoForge's AI feedback and personalized plans help you achieve Band 7+.\n\n7/21/2026\n\n](https://lingoforge.net/en/blog/how-to-improve-ielts-reading-speed-using-cambridge-practice-tests-en)[\n\n![5 Common IELTS Listening Traps — and How to Catch Them](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2F5-common-ielts-listening-traps-and-how-to-catch-them.png&w=3840&q=75)\n\nlistening### 5 Common IELTS Listening Traps — and How to Catch Them\n\nOver 60% of test-takers fall for IELTS Listening traps. Learn to spot self-corrections, synonym swaps, and number tricks. Boost your score by 1.5 bands with proven techniques.\n\n7/21/2026\n\n](https://lingoforge.net/en/blog/5-common-ielts-listening-traps-and-how-to-catch-them-en)[\n\n![Practicing IELTS Speaking with an AI Examiner: What to Expect](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fpracticing-ielts-speaking-with-an-ai-examiner-what-to-expect.jpg&w=3840&q=75)\n\nspeaking### Practicing IELTS Speaking with an AI Examiner: What to Expect\n\nOver 60% of IELTS candidates use AI for speaking practice. Learn how AI evaluates pronunciation and fluency, its key differences from human examiners, and when to switch to mock exams for a 0.5 band boost.\n\n7/21/2026\n\n](https://lingoforge.net/en/blog/practicing-ielts-speaking-with-an-ai-examiner-what-to-expect-en)[\n\n![How IELTS Writing Is Really Scored — And How LingoForge Helps You Improve](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fai-grader-for-writing.png&w=3840&q=75)\n\nwriting### How IELTS Writing Is Really Scored — And How LingoForge Helps You Improve\n\nIELTS Writing is scored across four criteria — and most students never get a breakdown of where they lost points. Here's how LingoForge grades your writing the same way examiners do, with specific feedback on every essay to help you improve.\n\n7/16/2026\n\n](https://lingoforge.net/en/blog/how-ielts-writing-is-really-scored-and-how-lingoforge-helps-you-improve)[\n\n![Top 10 IELTS Study Tips for Band 7+ (2026 Expert Guide)](https://lingoforge.net/_next/image?url=https%3A%2F%2Fstatic.lingoforge.net%2Fstatic%2Fielts-level2.png&w=3840&q=75)\n\nstudy-strategies### Top 10 IELTS Study Tips for Band 7+ (2026 Expert Guide)\n\nExpert-backed IELTS preparation strategies: time management, skill practice, mock tests, and insider tips to achieve Band 7+ on your first attempt.\n\n7/1/2026\n\n](https://lingoforge.net/en/blog/top-10-ielts-study-tips-for-band-7-2026-expert-guide)\n\n[View all articles](https://lingoforge.net/en/blog)\n\n---\n\nStudent Success Stories\n\n## Join thousands who achievedtheir target IELTS band\n\nReal students, real band score improvements. See how LingoForge helped IELTS candidates from across Asia get into their dream universities.\n\n4,000+\n\nStudents Trained\n\n7.0+\n\nAverage Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Improvement\n\n> LingoForge's AI writing feedback was a game-changer. It showed me exactly how to improve my Task Achievement and Coherence scores. I went from Band 6.0 to 7.5 in just 6 weeks!\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nSC\n\nSarah Chen\n\nShanghai, China\n\nUniversity of Melbourne\n\nBand 7.5\n\nBand Score\n\n> The AI Speaking Coach gave me instant feedback on my fluency and pronunciation across all three Speaking parts. I finally felt confident with the cue card task. Highly recommend!\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nTY\n\nTakeshi Yamamoto\n\nTokyo, Japan\n\nUniversity of Toronto\n\nBand 7.0\n\nBand Score\n\n> The vocabulary system built my IELTS Academic Word List knowledge in 4 weeks. The spaced repetition really improved my Lexical Resource score from Band 5.5 to 7.0.\n\n6\n\nBefore\n\n+1.5 bands\n\n7.5\n\nAfter\n\nMK\n\nMin-jun Kim\n\nSeoul, Korea\n\nUniversity of Edinburgh\n\nBand 7.5\n\nBand Score\n\n> The Listening practice with multiple accents — British, Australian, American — perfectly matched the real IELTS difficulty. My Listening band went from 6.5 to 8.0.\n\n6\n\nBefore\n\n+1.0 band\n\n7\n\nAfter\n\nPS\n\nPriya Sharma\n\nBangkok, Thailand\n\nUniversity of Sydney\n\nBand 7.0\n\nBand Score\n\n> The Writing Task 2 AI feedback showed me exactly where I lost marks on Coherence & Cohesion. I went from struggling with structure to finishing essays confidently with a Band 7.\n\n5.5\n\nBefore\n\n+1.5 bands\n\n7\n\nAfter\n\nDL\n\nDavid Liu\n\nHong Kong\n\nUCL London\n\nBand 7.0\n\nBand Score\n\n> The full mock tests felt exactly like the real 2026 IELTS exam. I was so well-prepared that exam day felt like just another practice session.\n\n6.5\n\nBefore\n\n+1.0 band\n\n7.5\n\nAfter\n\nAN\n\nAnna Nguyen\n\nHo Chi Minh City, Vietnam\n\nUniversity of Auckland\n\nBand 7.5\n\nBand Score\n\n### Ready to join them?\n\nStart your IELTS journey today with our free trial. No credit card required.\n\n[Start Free Trial](https://lingoforge.net/auth/sign-up)[View More Success Stories](https://lingoforge.net/testimonials)\n\n---\n\nSimple, Transparent Pricing\n\n## Choose your path toIELTS success\n\nStart with our free IELTS vocabulary trainer, or unlock the full power of AI-driven band score improvement. No hidden fees, cancel anytime.\n\n### 1 Month\n\nQuick start program\n\n$29.99/1 month\n\nReal TOEFL & IELTS practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n100 AI credits\n\n[Start 1 Month Plan](https://lingoforge.net/auth/sign-up)\n\nCancel anytime • 7-day money-back guarantee\n\nMost Popular\n\n11% OFF\n\n### 3 Months\n\nComplete mastery program\n\n$79.99/3 months\n\nReal TOEFL & IELTS practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n500 AI credits\n\n[Start 3 Months Plan](https://lingoforge.net/auth/sign-up)\n\nCancel anytime • 7-day money-back guarantee\n\n26% OFF\n\n### 6 Months\n\nExtended preparation with best value\n\n$133.99/6 months\n\nReal TOEFL & IELTS practice tests\n\nAI Speaking Examiner Tutor\n\nInstant AI feedback on all sections\n\nDetailed progress tracking\n\nPersonalized study plan\n\nPerformance analytics\n\n1500 AI credits\n\n[Start 6 Months Plan](https://lingoforge.net/auth/sign-up)\n\nCancel anytime • 7-day money-back guarantee\n\n---\n\nCommon IELTS Questions\n\n## Frequently AskedQuestions\n\nCommon questions about IELTS preparation, AI scoring, and band score improvement.\n\n### What IELTS band score do I need for top universities?\n\nMost top universities require an overall IELTS band score of 6.5 to 7.5. Competitive programmes at universities such as Oxford, Cambridge, MIT, and Harvard typically require an overall band of 7.0 to 7.5, with no individual section below 6.5. Some postgraduate courses in Medicine or Law require Band 7.5 or higher in all four sections. LingoForge's AI feedback is calibrated to the official IELTS writing and speaking rubrics to help you reach exactly these score ranges.\n\n### How does AI feedback work for IELTS Writing Task 2?\n\n### Is LingoForge suitable for both IELTS Academic and General Training?\n\n### Can I practice IELTS Speaking with AI?\n\n### How does the IELTS band score guarantee work?\n\n### Can I upgrade or downgrade my plan?\n\n### How does LingoForge grade my writing?\n\n### Is AI grading accurate?\n\n### Should I still get feedback from a human tutor?\n\n## Ready to achieve yourTarget IELTS Band?\n\nJoin thousands of successful students who improved their IELTS band score from 6.0 to 7.5+ with LingoForge. Start your free trial today and experience AI-powered IELTS preparation.\n\n4K+\n\nStudents Trained\n\n7.0+\n\nAvg Band Score\n\n92%\n\nSuccess Rate\n\n+1.2\n\nAvg Band Gain\n\n[Start Free Trial Now](https://lingoforge.net/auth/sign-up)\n\nNo credit card required\n\nSetup in under 2 minutes\n\nJoin 4,000+ IELTS students\n\nStart IELTS practice now\n\nLimited Time Offer\n\nGet 20% off your first month when you sign up this week. Plus, unlock exclusive bonus content worth $99.\n\nOffer expires in 3 days\n\nOfficial IELTS Criteria\n\nConservative Scoring\n\n4-Criteria Assessment\n\nInstant Feedback\n\n7-day money-back guarantee • Cancel anytime\n",
  "markdownStats": {
    "images": 0,
    "links": 7,
    "tables": 0,
    "codeBlocks": 0,
    "headings": 26
  },
  "tokens": {
    "htmlTokens": 112878,
    "markdownTokens": 2038,
    "reduction": 110840,
    "reductionPercent": 98
  },
  "score": {
    "score": 84,
    "grade": "B",
    "rubricVersion": 2,
    "dimensions": {
      "accessibility": {
        "score": 96,
        "weight": 30,
        "grade": "A",
        "checks": {
          "content_without_js": {
            "score": 100,
            "weight": 55,
            "evidence": "proven",
            "details": "Content available without JavaScript"
          },
          "fast_content_position": {
            "score": 100,
            "weight": 25,
            "evidence": "plausible",
            "details": "Main content starts at 4% of HTML"
          },
          "reasonable_page_size": {
            "score": 80,
            "weight": 20,
            "evidence": "plausible",
            "details": "Page size: 325KB"
          }
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      },
      "aiDiscoverability": {
        "score": 68,
        "weight": 25,
        "grade": "C",
        "checks": {
          "robots_allows_ai_bots": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "All major AI search bots allowed"
          },
          "supports_markdown_negotiation": {
            "score": 40,
            "weight": 20,
            "evidence": "plausible",
            "details": "CDN level (Cloudflare) — Content negotiation"
          },
          "has_sitemap": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "Sitemap found"
          },
          "has_robots_txt": {
            "score": 100,
            "weight": 10,
            "evidence": "plausible",
            "details": "robots.txt exists"
          },
          "has_llms_txt": {
            "score": 0,
            "weight": 10,
            "evidence": "speculative",
            "details": "No llms.txt found"
          },
          "has_content_signals": {
            "score": 0,
            "weight": 10,
            "evidence": "speculative",
            "details": "No Content-Signal found (robots.txt or HTTP headers)"
          }
        }
      },
      "structuredData": {
        "score": 100,
        "weight": 20,
        "grade": "A",
        "checks": {
          "has_schema_org": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "JSON-LD found: Organization, Course"
          },
          "has_open_graph": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "All OG tags present"
          },
          "has_meta_description": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "Meta description: 174 chars"
          },
          "has_canonical_url": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "Canonical URL present"
          },
          "has_lang_attribute": {
            "score": 100,
            "weight": 10,
            "evidence": "plausible",
            "details": "lang=\"en\""
          }
        }
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      "semanticHtml": {
        "score": 82,
        "weight": 15,
        "grade": "B",
        "checks": {
          "proper_heading_hierarchy": {
            "score": 100,
            "weight": 30,
            "evidence": "plausible",
            "details": "Clean heading hierarchy"
          },
          "uses_article_or_main": {
            "score": 100,
            "weight": 25,
            "evidence": "plausible",
            "details": "Has <main>"
          },
          "semantic_elements": {
            "score": 10,
            "weight": 20,
            "evidence": "plausible",
            "details": "13 semantic elements, 425 divs (ratio: 3%)"
          },
          "meaningful_alt_texts": {
            "score": 100,
            "weight": 15,
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            "details": "7/7 images with meaningful alt text"
          },
          "low_div_nesting": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "Avg div depth: 4.5, max: 8"
          }
        }
      },
      "contentEfficiency": {
        "score": 55,
        "weight": 10,
        "grade": "D",
        "checks": {
          "token_reduction_ratio": {
            "score": 100,
            "weight": 40,
            "evidence": "speculative",
            "details": "98% token reduction (HTML→Markdown)"
          },
          "content_to_noise_ratio": {
            "score": 0,
            "weight": 30,
            "evidence": "speculative",
            "details": "Content ratio: 2.3% (7794 content chars / 332601 HTML bytes)"
          },
          "reasonable_page_weight": {
            "score": 50,
            "weight": 20,
            "evidence": "speculative",
            "details": "HTML size: 325KB"
          },
          "minimal_inline_styles": {
            "score": 50,
            "weight": 10,
            "evidence": "speculative",
            "details": "38/1316 elements with inline styles (2.9%)"
          }
        }
      }
    }
  },
  "recommendations": [
    {
      "id": "improve_content_ratio",
      "priority": "high",
      "category": "contentEfficiency",
      "titleKey": "rec.improve_content_ratio.title",
      "descriptionKey": "rec.improve_content_ratio.description",
      "howToKey": "rec.improve_content_ratio.howto",
      "effort": "moderate",
      "estimatedImpact": 3,
      "maxImpact": 3,
      "evidence": "speculative",
      "checkScore": 0,
      "checkDetails": "Content ratio: 2.3% (7794 content chars / 332601 HTML bytes)"
    },
    {
      "id": "add_markdown_negotiation",
      "priority": "high",
      "category": "aiDiscoverability",
      "titleKey": "rec.add_markdown_negotiation.title",
      "descriptionKey": "rec.add_markdown_negotiation.description",
      "howToKey": "rec.add_markdown_negotiation.howto",
      "effort": "significant",
      "estimatedImpact": 3,
      "maxImpact": 5,
      "evidence": "plausible",
      "checkScore": 40,
      "checkDetails": "CDN level (Cloudflare) — Content negotiation"
    },
    {
      "id": "add_semantic_elements",
      "priority": "high",
      "category": "semanticHtml",
      "titleKey": "rec.add_semantic_elements.title",
      "descriptionKey": "rec.add_semantic_elements.description",
      "howToKey": "rec.add_semantic_elements.howto",
      "effort": "moderate",
      "estimatedImpact": 2.7,
      "maxImpact": 3,
      "evidence": "plausible",
      "checkScore": 10,
      "checkDetails": "13 semantic elements, 425 divs (ratio: 3%)"
    },
    {
      "id": "add_llms_txt",
      "priority": "high",
      "category": "aiDiscoverability",
      "titleKey": "rec.add_llms_txt.title",
      "descriptionKey": "rec.add_llms_txt.description",
      "howToKey": "rec.add_llms_txt.howto",
      "effort": "quick-win",
      "estimatedImpact": 2.5,
      "maxImpact": 2.5,
      "evidence": "speculative",
      "checkScore": 0,
      "checkDetails": "No llms.txt found"
    },
    {
      "id": "add_content_signals",
      "priority": "high",
      "category": "aiDiscoverability",
      "titleKey": "rec.add_content_signals.title",
      "descriptionKey": "rec.add_content_signals.description",
      "howToKey": "rec.add_content_signals.howto",
      "effort": "quick-win",
      "estimatedImpact": 2.5,
      "maxImpact": 2.5,
      "evidence": "speculative",
      "checkScore": 0,
      "checkDetails": "No Content-Signal found (robots.txt or HTTP headers)"
    },
    {
      "id": "remove_inline_styles",
      "priority": "low",
      "category": "contentEfficiency",
      "titleKey": "rec.remove_inline_styles.title",
      "descriptionKey": "rec.remove_inline_styles.description",
      "howToKey": "rec.remove_inline_styles.howto",
      "effort": "moderate",
      "estimatedImpact": 0.5,
      "maxImpact": 1,
      "evidence": "speculative",
      "checkScore": 50,
      "checkDetails": "38/1316 elements with inline styles (2.9%)"
    }
  ],
  "llmsTxtPreview": "# LingoForge\n\n> Practice IELTS Writing Task 2 & Speaking with AI feedback. Get personalised band score improvement from 6.0 to 7.0+. Join 4,000+ students — free trial, no credit card needed.\n\n## Documentation\n- [IELTS Band Score Guide](https://lingoforge.net/en/guide)\n- [Help Center](https://lingoforge.net/help)\n\n## Main\n- [LingoForge — AI IELTS Prep | Improve Your Band Score](https://lingoforge.net): Practice IELTS Writing Task 2 & Speaking with AI feedback. Get personalised band score improvement from 6.0 to 7.0+. Jo…\n- [LingoForge](https://lingoforge.net/)\n- [IELTS Reading Practice](https://lingoforge.net/en/ielts/reading)\n- [IELTS Listening Practice](https://lingoforge.net/en/ielts/listening)\n- [IELTS Speaking Practice](https://lingoforge.net/en/ielts/speaking)\n- [IELTS Writing Task 2](https://lingoforge.net/en/ielts/writing)\n- [Vocabulary Training](https://lingoforge.net/en/ielts/vocabulary)\n- [Full Mock Tests](https://lingoforge.net/en/ielts/mock-tests)\n- [IELTS Band Score Guide](https://lingoforge.net/en/guide)\n\n## Blog\n- [Blog](https://lingoforge.net/en/blog)\n\n## Legal\n- [Privacy](https://lingoforge.net/privacy.html)\n- [Terms](https://lingoforge.net/terms.html)\n- [Cookies](https://lingoforge.net/cookies.html)\n\n## Support\n- [Help Center](https://lingoforge.net/help)\n\n",
  "llmsTxtExisting": null,
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/oauth-protected-resource",
      "resource": "https://lingoforge.net/api",
      "authorizationServers": [
        "https://lingoforge.net"
      ],
      "scopesSupported": [
        "openid",
        "profile",
        "email"
      ]
    },
    "oauthDiscovery": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/oauth-authorization-server",
      "issuer": "https://lingoforge.net",
      "authorizationEndpoint": "https://lingoforge.net/api/auth/sign-in/social",
      "tokenEndpoint": "https://lingoforge.net/api/auth/sign-in/email",
      "grantTypesSupported": [
        "authorization_code",
        "password",
        "refresh_token"
      ],
      "scopesSupported": [
        "openid",
        "profile",
        "email"
      ]
    },
    "mcpServerCard": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/mcp/server-card.json",
      "draft": true,
      "name": null,
      "version": null,
      "description": null,
      "transport": null,
      "tools": null,
      "resources": null,
      "prompts": null
    },
    "a2aAgentCard": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/agent-card.json",
      "name": "LingoForge ForgeAI",
      "version": "0.27.7",
      "description": "AI tutor and exam-prep agent for IELTS and TOEFL. Helps students with reading, listening, speaking, and writing practice, provides instant AI feedback, and answers platform questions.",
      "capabilities": 3,
      "skills": 6,
      "endpoint": null
    },
    "apiCatalog": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/api-catalog",
      "contentType": "application/linkset+json",
      "validMediaType": true,
      "apis": 1
    },
    "agentSkills": {
      "exists": true,
      "url": "https://lingoforge.net/.well-known/agent-skills/index.json",
      "draft": true,
      "schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json",
      "skills": 1,
      "names": [
        "lingoforge"
      ]
    },
    "count": 6,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": "Vercel",
    "verifiable": false,
    "detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
  },
  "snippets": [
    {
      "id": "add_llms_txt",
      "title": "Create /llms.txt",
      "description": "Upload this file to your web root. It tells AI agents what your site is about and which pages matter.",
      "language": "markdown",
      "code": "# LingoForge\n\n> Practice IELTS Writing Task 2 & Speaking with AI feedback. Get personalised band score improvement from 6.0 to 7.0+. Join 4,000+ students — free trial, no credit card needed.\n\n## Documentation\n- [IELTS Band Score Guide](https://lingoforge.net/en/guide)\n- [Help Center](https://lingoforge.net/help)\n\n## Main\n- [LingoForge — AI IELTS Prep | Improve Your Band Score](https://lingoforge.net): Practice IELTS Writing Task 2 & Speaking with AI feedback. Get personalised band score improvement from 6.0 to 7.0+. Jo…\n- [LingoForge](https://lingoforge.net/)\n- [IELTS Reading Practice](https://lingoforge.net/en/ielts/reading)\n- [IELTS Listening Practice](https://lingoforge.net/en/ielts/listening)\n- [IELTS Speaking Practice](https://lingoforge.net/en/ielts/speaking)\n- [IELTS Writing Task 2](https://lingoforge.net/en/ielts/writing)\n- [Vocabulary Training](https://lingoforge.net/en/ielts/vocabulary)\n- [Full Mock Tests](https://lingoforge.net/en/ielts/mock-tests)\n- [IELTS Band Score Guide](https://lingoforge.net/en/guide)\n\n## Blog\n- [Blog](https://lingoforge.net/en/blog)\n\n## Legal\n- [Privacy](https://lingoforge.net/privacy.html)\n- [Terms](https://lingoforge.net/terms.html)\n- [Cookies](https://lingoforge.net/cookies.html)\n\n## Support\n- [Help Center](https://lingoforge.net/help)\n\n",
      "filename": "/llms.txt"
    },
    {
      "id": "add_content_signals",
      "title": "Add Content-Signal directives",
      "description": "Content-Signal tells AI agents how they may use your content. The canonical location is robots.txt, but you can also expose it as an HTTP header from any stack.",
      "language": "txt",
      "code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no",
      "filename": "/robots.txt",
      "stacks": [
        {
          "id": "robots",
          "label": "robots.txt",
          "language": "txt",
          "filename": "/robots.txt",
          "code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no"
        },
        {
          "id": "nginx",
          "label": "Nginx",
          "language": "nginx",
          "filename": "server block",
          "code": "# Inside your server { } block:\nadd_header Content-Signal \"search=yes, ai-input=yes, ai-train=no\" always;"
        },
        {
          "id": "apache",
          "label": "Apache",
          "language": "apache",
          "filename": ".htaccess",
          "code": "# In .htaccess (or VirtualHost):\nHeader set Content-Signal \"search=yes, ai-input=yes, ai-train=no\""
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// In your theme's functions.php or a small mu-plugin\nadd_action('send_headers', function () {\n    header('Content-Signal: search=yes, ai-input=yes, ai-train=no');\n});\n\n// Optional: also append the directive to the dynamic robots.txt\nadd_filter('robots_txt', function ($output) {\n    return $output . \"\\nContent-Signal: search=yes, ai-input=yes, ai-train=no\\n\";\n}, 10, 1);"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "middleware.ts",
          "code": "// middleware.ts (Next.js 13+ App Router or Pages Router)\nimport { NextResponse } from 'next/server';\nexport function middleware() {\n  const res = NextResponse.next();\n  res.headers.set(\n    'Content-Signal',\n    'search=yes, ai-input=yes, ai-train=no'\n  );\n  return res;\n}\nexport const config = { matcher: '/:path*' };"
        },
        {
          "id": "cloudflare",
          "label": "Cloudflare Workers",
          "language": "javascript",
          "filename": "worker.js",
          "code": "// Cloudflare Worker that proxies your origin and adds the header\nexport default {\n  async fetch(request, env, ctx) {\n    const res = await fetch(request);\n    const newRes = new Response(res.body, res);\n    newRes.headers.set(\n      'Content-Signal',\n      'search=yes, ai-input=yes, ai-train=no'\n    );\n    return newRes;\n  },\n};"
        },
        {
          "id": "express",
          "label": "Express / Fastify",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Express\napp.use((req, res, next) => {\n  res.setHeader('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n  next();\n});\n\n// Fastify\nfastify.addHook('onSend', (request, reply, payload, done) => {\n  reply.header('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n  done();\n});"
        }
      ]
    },
    {
      "id": "add_markdown_negotiation",
      "title": "Support Markdown for Agents",
      "description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
      "language": "html",
      "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
      "filename": "<head>",
      "stacks": [
        {
          "id": "html",
          "label": "HTML <head>",
          "language": "html",
          "filename": "<head>",
          "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        },
        {
          "id": "express",
          "label": "Express",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n  res.setHeader('Vary', 'Accept');\n  res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    res.type('text/markdown; charset=utf-8');\n    return res.send(renderMarkdown('page'));\n  }\n  res.render('page');\n});"
        },
        {
          "id": "fastify",
          "label": "Fastify",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n  reply.header('Vary', 'Accept');\n  reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n  }\n  return reply.view('/page.ejs');\n});"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "app/page/route.ts",
          "code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n  const accept = req.headers.get('accept') || '';\n  if (accept.includes('text/markdown')) {\n    return new Response(await renderMarkdown('page'), {\n      headers: {\n        'Content-Type': 'text/markdown; charset=utf-8',\n        'Vary': 'Accept',\n      },\n    });\n  }\n  // Fall through to the page component\n  return new Response(null, { status: 404 });\n}"
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n    if (!is_singular()) return;\n    $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n    if (strpos($accept, 'text/markdown') === false) return;\n    header('Content-Type: text/markdown; charset=utf-8');\n    header('Vary: Accept');\n    $post = get_queried_object();\n    echo \"# \" . get_the_title($post) . \"\\n\\n\";\n    echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n    exit;\n});"
        },
        {
          "id": "static",
          "label": "Hugo / Jekyll / Astro",
          "language": "txt",
          "filename": "static/page.md",
          "code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n#   <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        }
      ]
    }
  ]
}

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